KV Cache

AI Agents Reshape Memory Hierarchy: Next-Gen NAND | TrendForce

AI Agents Reshape Memory Hierarchy: Next-Gen NAND

Sep 01, 2026 | PDF

AI agents are driving up demand for KV cache and token storage, reshaping memory architecture. Cost considerations are pushing token storage down from expensive HBM and DRAM to SSDs. NAND suppliers ar...

2Q26 Revenue Ranking among Enterprise SSD Suppliers | TrendForce

2Q26 Revenue Ranking among Enterprise SSD Suppliers

Aug 28, 2026 | PDF

As NAND suppliers shifted capacity and compressed the consumer market, manufacturers fully expanded high-margin enterprise SSDs. Driven by generative AI and cloud infrastructure expansion, both shipme...

Overcoming the Memory Bottleneck: CXL Expansion and KV Cache Compression Innovations | TrendForce

Overcoming the Memory Bottleneck: CXL Expansion and KV Cache Compression Innovations

Jul 15, 2026 | PDF

During the first half of 2026, surging demand for KV Cache coupled with constrained memory supply resulted in severe memory bottlenecks. To resolve the KV Cache bottlenecks, industry players are seeki...

2026 Trends: Memory for New AI Inference Demand | TrendForce

2026 Trends: Memory for New AI Inference Demand

Jun 12, 2026 | PDF

In January 2026, NVIDIA introduced the CMX Context Memory Storage Platform, managed by the BlueField‑4 DPU, to extend the memory hierarchy between local SSD and shared storage and address the massive...

Crossing AI Memory Wall: Storage Layer Reallocation and HBF Analysis | TrendForce

Crossing AI Memory Wall: Storage Layer Reallocation and HBF Analysis

Apr 23, 2026 | PDF

In AI inference, MoE architectures and long-context processing have sharply increased memory-capacity requirements for model weights and KV cache, shifting the bottleneck from insufficient compute to...

TurboQuant Reshapes AI Inference: Memory Demand Expansion Outlook | TrendForce

TurboQuant Reshapes AI Inference: Memory Demand Expansion Outlook

Mar 27, 2026 | PDF

TurboQuant breaks language model memory bottlenecks via lossless dimensional compression, drastically boosting efficiency. Plummeting costs spark massive long-sequence application demand, comprehensiv...

3Q25 Revenue Ranking among Enterprise SSD Suppliers | TrendForce

3Q25 Revenue Ranking among Enterprise SSD Suppliers

Nov 21, 2025 | PDF

The Enterprise SSD market saw a strong 3Q25 recovery, with prices and volumes rising due to AI inference and server build-out. Cautious supply combined with explosive demand for ultra-large capacity p...

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